A model-agnostic knowledge base that onboards engineers onto complex service repos
- Node
- Python
- Redis
- MongoDB
- Kubernetes
- RabbitMQ
- PostgreSQL
A model-agnostic company knowledge base — works with Claude, Codex, or Copilot — that captures senior engineers' system reasoning and onboards new hires onto complex service repos. Adopted and actively contributed to by the team.
Context
Embedded with a distributed engineering team where critical system knowledge lived siloed in individual engineers’ heads, and new hires struggled to onboard.
Approach
Interviewed the engineers to extract the reasoning behind their systems and built a model-agnostic knowledge base — one that works with Claude, Codex, or Copilot.
Outcome
The knowledge base now onboards new hires onto complex service repos with minimal friction, and is adopted and actively contributed to by the team. Separately, scraping success rates improved across major target domains.